static-curis.ku.dk · toolbox of geographers. however, along the way this toolbox has been more and...
Post on 24-Mar-2020
0 Views
Preview:
TRANSCRIPT
u n i ve r s i t y o f co pe n h ag e n
Considerations of How to Study Learning Processes when Students use GIS as anInstrument for Developing Spatial Thinking Skills
Madsen, Lene Møller; Rump, Camilla Østerberg
Published in:Journal of Geography in Higher Education
DOI:10.1080/03098265.2011.576336
Publication date:2012
Document versionEarly version, also known as pre-print
Citation for published version (APA):Madsen, L. M., & Rump, C. Ø. (2012). Considerations of How to Study Learning Processes when Students useGIS as an Instrument for Developing Spatial Thinking Skills. Journal of Geography in Higher Education, 36(01),97-116. [Selected for publication as Chapter 13 in Haigh, M., Cotton, D. and Hall, T. (eds.) (2016): PedagogicResearch in Geography Higher Education, Routledge.]. https://doi.org/10.1080/03098265.2011.576336
Download date: 01. apr.. 2020
This article was downloaded by: [Copenhagen University Library]On: 23 May 2012, At: 00:48Publisher: RoutledgeInforma Ltd Registered in England and Wales Registered Number: 1072954 Registeredoffice: Mortimer House, 37-41 Mortimer Street, London W1T 3JH, UK
Journal of Geography in HigherEducationPublication details, including instructions for authors andsubscription information:http://www.tandfonline.com/loi/cjgh20
Considerations of How to StudyLearning Processes when Students useGIS as an Instrument for DevelopingSpatial Thinking SkillsLene Møller Madsen a & Camilla Rump aa Department of Science Education, University of Copenhagen,Denmark
Available online: 07 Nov 2011
To cite this article: Lene Møller Madsen & Camilla Rump (2012): Considerations of How to StudyLearning Processes when Students use GIS as an Instrument for Developing Spatial Thinking Skills,Journal of Geography in Higher Education, 36:1, 97-116
To link to this article: http://dx.doi.org/10.1080/03098265.2011.576336
PLEASE SCROLL DOWN FOR ARTICLE
Full terms and conditions of use: http://www.tandfonline.com/page/terms-and-conditions
This article may be used for research, teaching, and private study purposes. Anysubstantial or systematic reproduction, redistribution, reselling, loan, sub-licensing,systematic supply, or distribution in any form to anyone is expressly forbidden.
The publisher does not give any warranty express or implied or make any representationthat the contents will be complete or accurate or up to date. The accuracy of anyinstructions, formulae, and drug doses should be independently verified with primarysources. The publisher shall not be liable for any loss, actions, claims, proceedings,demand, or costs or damages whatsoever or howsoever caused arising directly orindirectly in connection with or arising out of the use of this material.
Considerations of How to Study LearningProcesses when Students use GIS as anInstrument for Developing Spatial ThinkingSkills
LENE MØLLER MADSEN & CAMILLA RUMPDepartment of Science Education, University of Copenhagen, Denmark
ABSTRACT Within the last 30 years, geographical information systems (GIS) have been usedincreasingly in the training of geographers. On the basis of the philosophy of technology andinstrumental genesis, we sketch how the use of instruments interacts with learning processes andoutline how this can be studied. We empirically analyse students’ learning processes and theinfluences of teaching practice in an introductory course in GIS. We show that students havedifferent strategies for creating their personal instrument for spatial thinking and how teachinginteracts with the students’ learning processes. Finally, we discuss how GIS may gradually alterfuture professional development of geographers.
KEY WORDS: Spatial thinking, GIS, learning processes, teaching orchestration, professional outlook
Introduction
Within the last 30 years, geographical information systems (GIS) have been introduced
and integrated into the curricula of geographers in many countries. Different types and
levels of GIS courses have been included in a wide number of geography university
curricula and at various levels of lower and upper secondary schools. Today, GIS can be
said to be an important part of the training of geographers and an integrated part of
thinking about geography in the wider public sphere (Catling & Taylor, 2007).
There are many challenges involved in including GIS in the geography curricula at
different educational levels; for example the technical impediments that stem from the
complexity of software, the lack of experienced teachers and unclear curriculum demands
(Lloyd, 2001; Rød et al., 2010). Different examples have been given on how to integrate
GIS in relation to specific geography subjects such as heritage landscapes (Summerby-
Murray, 2001), different teaching methods such as problem-based learning (Drennon,
2005), self-learning modules (Zerger et al., 2002) and the use of a multimedia classroom
(Deadman et al., 2000).
ISSN 0309-8265 Print/1466-1845 Online/12/010097-20 q 2012 Taylor & Francis
http://dx.doi.org/10.1080/03098265.2011.576336
Correspondence Address: Lene Møller Madsen, Department of Science Education, University of Copenhagen,
Østre Voldgade 3, DK-1350 Copenhagen K, Denmark. Email: lmmadsen@ind.ku.dk
Journal of Geography in Higher Education,Vol. 36, No. 1, 97–116, February 2012
Dow
nloa
ded
by [
Cop
enha
gen
Uni
vers
ity L
ibra
ry]
at 0
0:48
23
May
201
2
GIS have been linked to the concept of spatial thinking in relation to students’
development of spatial abilities. This has been done by claiming that GIS can develop
students abilities to solve spatial problems, reason spatially and improve their map-reading
skills (e.g. Albert & Golledge, 1996; Hall-Wallace & McAuliffe, 2002), and it has recently
been shown empirically that GIS learning improves learners’ spatial thinking ability (Lee
& Bednarz, 2009). At the curriculum level, support systems such as GIS have also been
linked to the goal of developing competent spatial thinkers, most noticeably in the
publication Learning to Think Spatially by the US National Academy of Sciences
(National Research Council, 2006). Here, it is stated that
GIS are only one of a suite of support systems, high and low tech in nature, that must
be brought to bear in fostering an understanding for and appreciation of spatial
thinking. All students deserve and need the opportunity to be challenged, to be
supported and to become critical spatial thinkers (National Research Council, 2006,
p. 241).
This has fostered optimism among geographers as spatial thinking is now seen as an
integrator and facilitator for problem solving and a missing link across the curriculum in a
wider educational sphere and not only by geographers for whom spatial thinking has long
been a central issue (Catling & Taylor, 2007). Furthermore, it gives spatial support systems
a prominent status as stated by Sarah Bednarz: “Spatial thinking, supported by geospatial
technologies, can—and should—form the foundation of innovative geography curriculum”
(Bednarz, 2007, p. 13). In Learning to Think Spatially, discussion of the support system has
also been given focus. In reflecting on using GIS to think spatially, Lyn Malone concludes:
“The power of this learning experience is the result of an inquiry process that is supported
by a tool (in this case GIS)” (National Research Council, 2006, p. 241).
Following this, GIS have been and are often still seen as a technical expansion of the
toolbox of geographers. However, along the way this toolbox has been more and more
tightly linked to the educational request of creating competent spatial thinkers within the
educational system. There is no clear consensus about a definition of spatial thinking
within research communities, but this has not hindered educational discussions of how to
foster spatial literacy. This discrepancy is not our concern in this paper. Our interest is in
learning processes involving GIS as an instrument for learning and leading students to
become spatial thinkers. We do not claim, however, that GIS should be the only way for
geographers to become competent spatial thinkers. There indeed exist and should exist a
wide variety of ways and instruments for geographers to foster their spatial abilities,
spatial reasoning, spatial cognition, spatial intelligence and spatial concepts making. Here,
we just mention one other central instrument: maps that have been extensively discussed in
MacEachren (2004). We are, nevertheless, in this paper, only interested in the relation
between GIS and spatial thinking.
Using an instrument in learning processes affects more than the technical expansion it
involves—it affects not only how we learn but also potentially what we learn (Verbeek,
2000). Important questions in relation to GIS and spatial thinking are the following: How
do students learn to see through the instrument of GIS and understand the spatiality it
represents? and Does teaching practice influence this learning process? These are issues
addressed in this paper. Furthermore, we hope to initiate a debate on how GIS may alter
the ways we as geographers think spatially because using an instrument is not neutral, but
98 L. M. Madsen & C. Rump
Dow
nloa
ded
by [
Cop
enha
gen
Uni
vers
ity L
ibra
ry]
at 0
0:48
23
May
201
2
influences the way students perceive and understand geographical issues. Thereby it may
in the long run potentially modify the professional outlook of the discipline. The paper
contributes to the literature by addressing the issue of learning through an instrument—an
issue not often dealt with in the literature on GIS and educational issues. Furthermore, the
paper links theoretical discussions of how to study learning processes when using an
instrument from other disciplines in the field of geography and thereby build a bridge
between educational traditions within different areas of research.
The paper is organized as follows: first, we outline our notion of spatial thinking and GIS.
Second, on the basis of the philosophy of technology, we unfold how GIS can be interpreted
as an instrument for learning and outline the instrumental genesis approach to studying
students’ learning processes when using instruments. The main part of the paper then is a
case study of how students are introduced to and learn GIS at an introductory course at the
University of Copenhagen. Through the analysis, we reflect upon the students’ learning
strategies for creating a personal instrument, how the style of teaching modifies the creation
of the personal instrument, and how it relates to the students’ different learning strategies.
On the basis of the case study, we further reflect upon how the use of GIS in learning to think
spatially might influence students’ spatial skills and hence the professional outlook of
geography. Finally, we discuss the research implications of our study.
Spatial Thinking and GIS
Through time, geographers have used a variety of artefacts such as maps, globes and
planimeters as professional tools for spatial thinking. Each of these artefacts has in one way
or the other shaped our ways of being and becoming geographers. They have shaped not
only how we learn but also what we learn. New types of artefacts are constantly introduced
into the profession and some have more profound and persistent effects than others. One
example of this is the introduction of GIS, which has its origin in the 1960s with the
Canadian Geographic Information system developed for mapping purposes (Goodchild,
1995). Several definitions of GIS exist which have evolved in different fields and
disciplines, from the toolbox-oriented definition given in Burrough (1986) to definitions
concerned with the interpretation of GIS such as Kemp and Goodchild (1991) and Kemp
et al. (1992) that focus on a distinction between learning about GIS and learning with GIS.
Although many definitions exist, most in one way or other identify GIS as a tool for
collecting, managing, analysing and presenting spatial data. This is also true for the
definition provided recently by the National Research Council:
Geographical Information Systems (GIS) is an integrated system of hardware,
software, and procedures designed to support the collection, management,
manipulation, analysis, modelling, and display of spatially referenced data about
Earth’s surface in order to solve complex planning and management problems
(National Research Council, 2006, p. 18).
The use of GIS has increased in research and in education at geography departments
worldwide in the last 30 years, and in recent years this process has accelerated. GIS had
become more and more integrated into the field of geography, and this has given rise to
discussions of whether GIS should be admitted as part of the intellectual core of geography
(Sui, 1995; Drennon, 2005). However, these discussions have largely been bypassed by
Developing Spatial Thinking Skills 99
Dow
nloa
ded
by [
Cop
enha
gen
Uni
vers
ity L
ibra
ry]
at 0
0:48
23
May
201
2
the real world integration of GIS in geography curricula and by pressure from job markets
(Kemp et al., 1992).
There is no clear consensus about spatial thinking, and many related concepts are in use
(Lee & Bednarz, 2009). In practice within the field of geography, spatial thinking in one
form or other underlies a significant amount of geographic learning such as the use of maps,
graphs, images, diagrams, models and visualizations (Bednarz, 2007). According to
Learning to Think Spatially, there are three types of spatial thinking: thinking in space,
thinking about space and thinking with space (National Research Council, 2006). Thinking
in space is used to perform actions and requires thinking in a real-world context, such as
taking the bus to university, walking the dog or even packing a suitcase. Thinking about
space is focused on a scientific understanding of the nature, structure and function of
phenomena; for example the structure of the atom or the structure of the Earth. Thinking
about space involves thinking about the ways in which the ‘world’ works. Thinking with
space is the most abstract form of spatial thinking and deals with the conversion of some data
relationship between objects into locations and, therefore, arrangements of the objects in a
space (e.g. population pyramid). These three types of spatial thinking are highly interwoven.
Thinking in space for instance promotes thinking about space, whereas the use of space as a
cognitive strategy adds power and aids in thinking in and about space (Bednarz, 2007).
GIS have in various forms been linked to spatial thinking as discussed in the introduction.
If we follow the definition of spatial thinking as mentioned above, the activity of learning GIS
involves and develops all three types of spatial thinking. However, the focus is most often the
abstract form of spatial thinking, which is to teach students to think with space. An example
of how spatial thinking unfolds in relation to GIS is given in Figure 1. To undertake, read and
understand the analysis in Figure 1, you need to be a spatial thinker. Being familiar with the
rules of spatial thinking, you will be able to read the map and understand the analysis, but
without these skills you may just see a picture with a circle and names on it. Furthermore, to
analyse, communicate and judge the value of this, you must also use your spatial skills.
GIS seen as an Instrument for becoming a Spatial Thinker
An artefact such as GIS is not neutral. By being an instrument, it shapes our perception of
the world. How and with what effect this shaping takes place is not explicit or shared
common knowledge, but an integrated part of a geographer’s experience of being a
geographer. Saljo (2003) describes how both our thinking and our actions are closely
related to the specific artefact and are deeply affected by the built-in resources of this
artefact. He gives the example of the pocket diary:
We think in symbiosis with the pocket diary. We exchange meaning, content and
sense between the user and the artifact in relation to reading and writing. We can
metaphorically speaking park meaningful statements like information in that type of
artefacts and call them to life again, when we need them (Saljo, 2003, p. 80, own
translation).
He further points out that the technology behind common modern artefacts is often
invisible and in fact not understandable by the user. Seen in this perspective, learning is
about becoming able to use the cognitive resources as information, procedures and
routines, which are implicit in the artefact (Saljo, 2003).
100 L. M. Madsen & C. Rump
Dow
nloa
ded
by [
Cop
enha
gen
Uni
vers
ity L
ibra
ry]
at 0
0:48
23
May
201
2
Figure 1. Spatial thinking within a GIS. Within Figure 1 is a digitalized 1:25.000 map of a ruralarea in Denmark. A point of interest is highlighted with a flag (a school) and the result of an analysisof the area of woodlands within a 1500 m radius from the school is shown. This analysis is madewith the buffer-function within the GIS. This kind of analysis could be a result of the followingexercise given to the students to train them in spatial thinking: Find the location and distance to the
woodlands that is within reach of a bicycle-ride from the school of Hagested.
Developing Spatial Thinking Skills 101
Dow
nloa
ded
by [
Cop
enha
gen
Uni
vers
ity L
ibra
ry]
at 0
0:48
23
May
201
2
The relation between knowledge and scientific instruments has been an issue in the
philosophy of technology and to some extent also the philosophy of science during the past
30 years in what Ihde (1991, p. 45) terms “the ‘school’ of instrumental realists”. He argues
that “Instruments form the conditions for and are the mediators of much, if not all, current
scientific knowledge. They are the concrete and material operators within scientific praxis.”
Instruments are thus an important part of scientific knowledge and hence, the education of
future scientists. It should be noted that the philosophical stance of the instrumental realists
is a particular form of realism in the philosophy of science. The instrumental realists hold
that scientific instruments can provide access to phenomena in the world which are
otherwise hidden from us. They are entity realists in that they hold that even if ‘observations’
from instruments cannot be observed in the traditional sense with the naked eye, and thus
potentially can be misleading artefacts produced by the instruments or be mere theoretical
entities, the ‘observed’ objects are regularly manipulated to produce new phenomena. When
they are so, they argue, we must accept their existence (Ihde, 1991, part V).
A ‘seeing as’ metaphor is strongly present in Ihde’s discussions of the role of
instruments in science. Indeed, the notion of seeing is not merely a metaphor to Ihde;
indeed, he argues that scientific observation is perception through the so-called
embodiment of instruments:
Instruments extend the human senses, and in the context of early modern science,
made its first distinctive embodiment as a thoroughly technologically embodied
science possible. Galileo’s use of the difficult and primitive telescope provided him
with an ‘artificial revelation’ of phenomena never before seen nor suspected. Along
with its use of a unique form of mathematization, early modern science was to
henceforth differ from all its predecessors by being instrumentally embodied in
technologies (Ihde, 1991, p. 74).
Ihde further argues that with some types of technology our relation is not to be seen as
extensions of sensory—bodily capacities but, rather, as extensions of linguistic and
interpretive capacities. He calls these hermeneutic relations:
In embodiment relations the technology—instrument—is taken into perceptual and
bodily experience [ . . . ]. The technology becomes a ‘part’ of my now extended
bodily experience of the world. But in hermeneutic relations, the technology is much
more ‘text-like’ and retains a sense of quasi-otherness not present in embodiment
relations. The hermeneutic ‘transparence’ is thus like that of textual transparency
(Ihde, 1991, p. 75).
To illustrate this, Ihde gives the example of computer printed data or a map as instruments
with which we have hermeneutic relations. Hence, the GIS instrument will work for a
geographer as a text works for literate persons. It is not the text which is the focus, but the
content that is ‘seen through’ the text. In other words, you need to be able to look through
the instrument (GIS) to be a competent spatial thinker.
Seen in this perspective, learning is about obtaining the necessary skills to become a
‘trained scientific hermeneut’ (Ihde, 1991, p. 131). It entails using the instrument to both
‘write text’—to produce data, to ‘read text’—in the form of output from the instrument,
and in all other respects to learn to handle the instrument manually and intellectually in the
102 L. M. Madsen & C. Rump
Dow
nloa
ded
by [
Cop
enha
gen
Uni
vers
ity L
ibra
ry]
at 0
0:48
23
May
201
2
scientific process. To understand how students learn to think spatially by using GIS, we,
therefore, need to address the issue of the artefact as an instrument and its influence on
learning.
How to look into Learning to think Spatially with GIS
To understand the process of how GIS become hermeneutic transparent for the student, we
must first understand what happens in the process. Ihde (1991) uses Martin Heidegger’s
example of the use of a hammer:
So long as one is using the hammer within its work context, the hammer-as-object
‘withdraws’ and the context of relations of the work project may remain both
transparent and familiar but tacit. But what happens if the hammer is missing, or is
broken, or ceases to function? Its phenomenological transparency is then changed, it
becomes opaque, and the hammer may become an ‘object’. That is to say, as a result
of withdrawal, the hammer, even if missing, becomes not the means of achieving the
work but an obstacle to its attainment (Ihde, 1991, p. 54).
As GIS as an instrument is complex and far from as straightforward in use as a hammer,
the students’ first encounter with GIS is comparable to the broken hammer. The GIS
instrument is opaque; it is the instrument itself rather than the spatial content that is in
focus. Through a hermeneutical process, or learning process, the instrument is then to
become transparent. This has been described by Heelan (1972):
Let us suppose that marks are discovered on clay tablets known to belong to an
ancient but as yet undeciphered language. These marks are at first studied and
compared as objects: the subject-object cut places them on the object side of the cut.
Later, when fully deciphered, they are recognized as signs belonging to a natural or
artificial language. When students of this language are sufficiently familiar with it,
they can begin to read the signs for their meaning . . . . The signs, then, have come to
be displaced to the subject side of the cut (Heelan, 1972, pp. 104–105).
Through education and through the continuous life-long learning of the researcher, the
scientific object is then observed and studied ‘directly’ through the scientific instruments.
The instrument becomes part of the subject because the object studied is not the scientific
instrument, but the scientific object in focus. Heelan (1972) terms the process of the
instrument shifting from the object side to the subject side of the subject–object cut a
hermeneutical shift. In relation to GIS, we as professional GIS users re-experience this
hermeneutical shift every time a new version is on the market; for instance the version
ArcView 9.1, which had extensive changes. In such situations, we experience that the
instrument is no longer transparent, and our attention is re-focused on the keys and
functions that are now different. We become annoyed with having to spend time on finding
out how to do the analysis we want to do—we are blinded by the instrument just like the
students in their first encounter with GIS.
The theory of instrumental genesis, which has been developed within the field of
educational research in mathematics (Guin & Trouche, 1999; Trouche, 2004, 2005; Guin
et al., 2005; Monaghan, 2005), can be used to study the hermeneutical shift in learning GIS
Developing Spatial Thinking Skills 103
Dow
nloa
ded
by [
Cop
enha
gen
Uni
vers
ity L
ibra
ry]
at 0
0:48
23
May
201
2
in greater detail. The idea of instrumental genesis can be described as a process where an
artefact such as GIS shifts from being an object/tool to being an instrument for the student,
and the student then experience the hermeneutic shift of Heelan (1972). The process is
complex and is: ‘Linked to characteristics of the artefact (its potentialities and constraints)
and to the subject’s activity, her/his knowledge and former work methods’ (Trouche,
2005, p. 144).
Within the instrument, the scholarly knowledge and the knowledge of how to use the
artefact merges together. The GIS are the artefact, a material tool, while the instrument is a
personal construction which develops continually, even for very experienced users
(Winsløw, 2005). In relation to GIS, the idea of instrumental genesis can be described as a
process, in which GIS as a physical artefact gradually becomes transparent and a personal
instrument for the student.
According to the theory of instrumental genesis, the relationship between an artefact
and a subject develops through two opposite processes of instrumentalization and
instrumentation (Figure 2). Instrumentalization is directed towards the artefact, i.e. the
subject forms usage schemes related to the artefact (artefact on the object side, opaque),
whereas the instrumentation is directed from the artefact towards the subject, i.e. the
student obtains experience from usage of it, which results in modification or creation of
new personal schemes beyond the artefact (artefact on the subject side, transparent)—for
instance, modified or new knowledge about geography. Instrumental genesis is the process
in which the subject, through instrumentalization and instrumentation, builds an
instrument to perform certain types of tasks (Trouche, 2005).
From the field of mathematical educational research, we know that teaching and
teaching materials can, to some extent, support the development of instruments among
students. A wide range of research studies have shown that the introduction of Computer
Algebra Systems (CAS) in mathematics teaching changes not only the way students learn
but also what they learn. For example, using CAS to differentiate f(x) ¼ x sin x involves a
totally different set of mathematical actions from what is required to differentiate this
function using the standard paper-and-pencil algorithm (Monaghan, 2005). If we apply
this knowledge to GIS and students’ learning of spatial thinking, what is important is not
An artefact-its constraints and
possibilities
A subject-her/his knowledgeand work method
An instrument
Instrumentation
Instrumentalization
Modified fromTrouche (2004)
Figure 2. Creating an instrument from artefact to instrument.
104 L. M. Madsen & C. Rump
Dow
nloa
ded
by [
Cop
enha
gen
Uni
vers
ity L
ibra
ry]
at 0
0:48
23
May
201
2
that the required actions are different from spatial thinking without GIS, but to understand
what the use of GIS means both for the students’ personal learning process and the tasks of
teachers.
An Empirical Study of Students’ Development as Spatial Thinkers
In this section, we empirically show which strategies students use to learn GIS, and
further, how a certain teaching practice influences the students’ process of becoming
spatial thinkers. This is done by analysing the group of first-year geography students at the
Department of Geography and Geology, University of Copenhagen, attending the course:
GIS and Cartography.
Copenhagen University is a research intensive University with approximately 35 000
students. The geography department is located at the Faculty of Science and is one out of
three places you can study geography at university level in Denmark; GIS were introduced
into the curriculum in the late 1980s. A course in ‘Introduction to GIS’ first served as a
non-compulsory, technically oriented course at masters’ level. Through the years, it has
gradually been moved to bachelors’ level. Finally, in 2002 it was placed as a mandatory
introductory course for all first-year geography students at the University. The course
(now named ‘GIS and Cartography’) gives the students an introduction and first-hand
experience with GIS and is supplemented by six elective GIS courses placed later in the
geography curriculum. This change also reflects the increasingly important role GIS play
in the international and national communities of geographers.
The students enter the study of geography with a broad range of educational
backgrounds and there are requirements of mathematical skills. All of the students have
been trained in spatial thinking through their high school; however, only very few have
specific experience with GIS when they enter university. A recent study has shown that the
students are remarkably identical when it comes to economic status, ethnicity and family
educational background, as well as region of origin (Lorenzen, 2010). Other aspects, such
as the students’ different IT skills, may have influenced the students’ strategies. This has
not been systematically tested in the present study, but could be so in the future to explore
further why some students prefer certain strategies when approaching GIS.
Material and Methods
‘GIS and cartography’ is attended by just under 100 first-year undergraduate geography
students each year. In lectures, central elements of GIS and cartography are introduced.
The focus is on how different abstractions of the world can be represented within GIS
through the use of different data models. This is combined with hands-on laboratory
classes in which various themes of human and physical geography are treated. At the end
of the course, students’ theoretical knowledge of GIS and cartography is assessed in a
written exam.
The course runs for 9 weeks and consists of 2 weekly lectures (each of 45 min) plus 2
weekly, 2-h computer laboratory classes in ArcGIS, version 9.1 (students are divided into
four groups of separate laboratory classes). The laboratory classes, which are given by the
lecturers of the course, start by introducing the day’s topic. Afterwards the students work
in pairs with the GIS using a ‘manual’ containing practical instructions and exercises. The
lecturer is present throughout the classes and helps solve problems. The students also use
Developing Spatial Thinking Skills 105
Dow
nloa
ded
by [
Cop
enha
gen
Uni
vers
ity L
ibra
ry]
at 0
0:48
23
May
201
2
GIS in their parallel introductory course in human and physical geography as well as in
several later courses in both human and physical geography. In these parallel and later
classes the teaching and learning of GIS tends to be more and more project oriented.
In the academic year 2004–2005, 79 students were enrolled in the course in GIS and
cartography. To study the students’ learning experience of GIS, we collected and analysed
the following material concerning this particular group of students and their experiences of
learning GIS:
. Classroom observations (in 25 laboratory classes and 3 lectures).
. Qualitative interviews with teachers in ‘GIS and cartography’ (three interviews).
. Qualitative single and group interviews with students (six interviews with a total
of nine students, during the course and eight interviews with a total of 15 students,
after examination).
. Questionnaire (49 students answered the scheme equal to a response rate of 62 per
cent: 27 women and 22 men. Not all students answered all questions, so exact
number of answers are given in each figure shown). The questions given in the
questionnaire were based on classroom observations and interviews with students
as well as interviews with the teachers. It consists of both open and closed
questions concerning the students’ degree of participation, their experiences
within the different teaching formats (laboratories, lectures and assignments), their
degree of agreement with a number of statements concerning their learning
practice, whose formulation was based on information from the qualitative
interviews and open questions inviting them to describe their learning process. The
questionnaire was electronic and handled through the university’s administrative
system. Mails informing about the questionnaire were sent on the day of the exam
and flyers were handed out when students left the exam room. Reminders were
given and the questionnaire was open for input for a 3-week period.
The methodology employed in this research is within the tradition of in-depth
ethnographic work within cultural geography with a focus on qualitative and discursive
research methods (e.g. Crang, 1998; Hoggart et al., 2002; Pryke et al., 2003). It has clear
relations with phenomenographic studies as it focuses on the experiences of the students
(e.g. Marton & Saljo, 1976a, 1976b). But in contrast to phenomenographic studies, our
study does not have an outcome space consisting of categories of description which are
logically and/or hierarchically interrelated.
The outcome space of the analysis in this paper is a typology of individuals’ conceptions
of their learning process in creating a personal instrument. These conceptions can vary over
time and also entertain distinct conceptualizations at the same time in distinct learning
situations. The developed typology is, therefore, situated within the concrete teaching and
learning context, although students may come to class with individual preferences for
specific approaches to learning. These preferences may or may not be realized in practice,
depending on the teaching context. This is to say that we, as do Biggs and Tang (2007), take
a middle position in the discussion of learning styles, in which students are either assumed to
always prefer the same approach or learning approaches in which students’ approaches are
taken to vary fully depending on the context. The way students shape their personal
instrument through their learning strategies we see as flexible and constantly under
construction and re-construction by the individual student in relation to the teaching practice
she/he meets, both in the different courses and at the university as a whole.
106 L. M. Madsen & C. Rump
Dow
nloa
ded
by [
Cop
enha
gen
Uni
vers
ity L
ibra
ry]
at 0
0:48
23
May
201
2
To take into account this dynamic nature of learning, the typology was developed on the
basis of the students’ answers to an open question in the questionnaire rather than pre-
classified types asked for in a questionnaire. The question was ‘How do you go about
learning GIS? Please describe what you actually do, rather than what you think you ought
to do.’ In structuring and analysing the data, all written answers to this question were read
and re-read in a process of going back and forward between the written answers and the
analytical question: what learning strategies do the students use to learn GIS. This process
resulted in the developed typology. In the process of constructing the typology,
information from the interviews with students and classroom observations was used to
shape the identified types of learning strategies. This method of analysis resembles
thematic analysis described by Braun and Clarke (2006).
The Students’ Learning Strategies for creating their Personal Instrument
We found that the students used five different strategies in their learning process to
develop their personal instrument during the ‘Introduction to GIS and cartography’ course.
The described strategies are the students’ preferred strategies used in this specific learning
situation and are shown in Figure 3.
Three learning strategies dominate the picture, namely types A, B and C, whereas types
D and E were rare. Type A describes students who prioritize the task, i.e. they go through
all the literature, exercises and lectures; type B refers to students who prioritize
understanding in their approach to GIS and type C describes students who prefer to
‘play around’ with the GIS to learn. Type D students indicate that they learn GIS when
they use it in the adjacent course in human and physical geography. Finally, type E
students question whether they have learned GIS at all.
Examples of the three main learning strategies:
Type A student: “I attended the lectures, wrote notes and printed out the hand-outs.
Before the final exam I read all the assignments including the hand-outs. I made
notes so I had an overview of the different concepts and expressions. I wrote down
where in the assignments the different concepts were defined. I marked the text and
made tables of content to the texts for which we did not receive tables of content.
0
5
10
15
20
A B C D E
Learning strategy
Num
ber
of s
tude
nts
A: Prioritize “doing the task”
B: Focus on understanding
C: Play with the GIS-programme
D: Combine it with other subjects
E: Question whether they havelearned GIS
Figure 3. Students’ learning strategies for creating a personal instrument (N ¼ 47, three studentshave given two strategies, both strategies are included).
Developing Spatial Thinking Skills 107
Dow
nloa
ded
by [
Cop
enha
gen
Uni
vers
ity L
ibra
ry]
at 0
0:48
23
May
201
2
I put the texts and notes in a ring-binder organized in accordance with the lectures.
I attended all the classroom exercises and the ones that we didn’t finish in class we
made sure we finished later.”
Type B student: “I went to both the lectures and the labs. In the labs I focused on
understanding what we where doing and not just going along (and finishing the
exercise). I read all the course assignments, but only once . . . . I sat down in the exam
preparation period and discussed different topics with the other students.”
Type C student: “I sat many hours with ArcMap/ArcCatalog (the computer program
ArcGIS) both at home and in the labs. This has given me a pretty good overview to
understand what the lectures were about.”
These learning strategies show that the students have different ways of developing their
personal instrument and, as will be discussed later, the form of teaching in use influences
this development in different ways. Type A students can be said to have a focus on
intrumentalization rather than instrumentation, type B students have focus vice versa that
is a focus on instrumentation rather than instrumentalization, whereas the focus of the C
students may vary.
The Influence of Teaching on Students’ Route to becoming Spatial Thinkers
Within the theory of instrumental genesis, it is a central idea that teaching and teaching
material can, to some extent, support the students’ development of personal instruments
(e.g. Guin & Trouche, 1999). The external support or direction of students’ instrumental
genesis is called orchestration. Different types of orchestration have been described and
developed in the context of CAS (Trouche, 2004).
In our study, it was evident that the type of orchestration—in this case the layout of the
course and the teaching method used—had implications for the learning process. As
mentioned, the experimental part of the course is organized around 2 weekly, 2-h computer
laboratory classes, which are the focus in the following. The laboratory classes use a ‘manual’
containing practical instructions and exercises. Especially the orchestration presented by the
manual had profound effects on the students’ instrumental genesis. The manual can be
described as a cookbook with recipe-like text that must be followed by the students to do the
assignments. The following is a typical quote from the exercise manual:
Choose Spatial Analyst ! Reclassify, put Input-raster ¼ dist_water, press Classify,
press the Method-arrow and choose Equal Interval, press the Classes-arrow and
enter 8 and press OK. Press the first New Values record in the Reclassify-window
and replace the value 1 by 8, the value 2 by 7 and so on. Leave the field No Data
untouched. Press OK and see the result which is placed in a new grid file with the
name Reclass of dist_water.
This kind of manual must be followed closely to obtain a successful outcome, and does
not encourage the students to explore the software as also found by Meitner et al. (2005).
Thus, it does not support the students in constructing their own perception of the spatial
issues dealt with in the specific exercise. Rather it directs the student’s attention towards
108 L. M. Madsen & C. Rump
Dow
nloa
ded
by [
Cop
enha
gen
Uni
vers
ity L
ibra
ry]
at 0
0:48
23
May
201
2
GIS as an object, and hence it may not be very helpful for the students in the
instrumentation process.
The orchestration created different forms of work among the students. Some students
just followed the instructions and did not link their activities with their theoretical
knowledge of spatial issues at first. One of the students expresses it this way in the
qualitative interview:
It is just so schematically and pedagogically put together that you are able to put
yourself on autopilot—that’s at least how we have experienced it—and we sit and
are almost—not falling asleep, but you get very tired in your head because—and
now it is very harshly said—but you just put yourself on autopilot and just do
[presses with the fingers on the table] what is said in the papers [exercise manual].
Other students reported that they actively opposed this type of practice and tried to link their
interaction in the exercise to their theoretical understanding, as expressed by another student:
I often stop during the GIS-exercise and think through what I just did on the
computer screen.
On the basis of the students’ answers in the questionnaire, we found that these different
types of responses to the teaching orchestration were related in a complex pattern to the
learning strategies of the students as elaborated as follows. It appears that students with
different learning strategies tend to react differently to the following two quotes given in
the questionnaire: “It is important for me that I am forced to think when I do the GIS-
exercises” and “I often stop during the GIS-exercise and think through what I just did on
the computer screen.”
A majority of students consider it important that they are forced to think when they work
with the GIS exercises. This tendency is strongest among the type A students (who
prioritize ‘doing the task’) where 65 per cent of the students agree with the quote. For type
B students (who prioritize understanding), 42 per cent agree that it is important, whereas
25 per cent of Type C students (who prefer playing with the GIS) agree. These numbers
indicate that A students who do not prioritize understanding as high as B students find it
more important to be forced to think when they work. This indicates that A students
despite prioritizing getting the work done have a high awareness of the benefits of
reflecting through the exercise. Their request of being forced to think during the GIS
exercises can be linked to the fact that they do not by themselves practise this as revealed
by their answers to the second quote. Here, only 12 per cent of type A students agree that
they often stop during the GIS exercise and think through what they just did on the
computer. Instead, type A students stick with the cookbook ‘recipe’ to get the job done.
Otherwise, type B students (those who have an understanding oriented approach) do not to
the same degree find it important to be forced to think during the GIS exercises. This can
be explained by the fact that more of these students practise by themselves: 37 per cent of
type B students agree with the second quote that they often stop and think through what
they just did in the exercise. This tells us that type B students tend to oppose the teaching
orchestration with the manual: they actively stop to reflect during the exercise. Perhaps,
surprising at first, type C students (who play with the GIS as a strategy of learning) seem to
adapt to the orchestration by running through the manual like a cookbook recipe (13 per
Developing Spatial Thinking Skills 109
Dow
nloa
ded
by [
Cop
enha
gen
Uni
vers
ity L
ibra
ry]
at 0
0:48
23
May
201
2
cent of type C students agree on the second quote and 25 per cent find it important to be
forced to think during the GIS exercise). But when asked how they have learned GIS, they
tell us about situations in which they have ‘played’ with the GIS after class. From
classroom observations and interviews, we get the impression that some of the type C
students use the manual quite systematically just as type A students, but at the same time
they perceive this as a kind of pre-understanding. Later on, they go home and play with the
computer program to gain a deeper understanding. It should be noted that all students have
the opportunity to freely install the GIS software at their own computer and due to the
Danish free education system and state-provided financial support, all students should be
able to have computer facilities at home.
In relation to developing the students’ spatial thinking, the orchestration with the manual
further seems to focus students’ attention onto the computer interface in classroom, thereby
hindering discussions of geographical issues related to spatial thinking. By observing four
laboratory classes, we found that 81 per cent (total number of questions: 105) of student
questions directed at the instructor dealt with technical issues of the software or imprecise
guidance in the manual (the instrumentalization process). For example:
Why can I not save my data?
(tries to save on the G-drive instead of the I-drive)
How do I install the A/L button?
(the area and length facility, A/L is not standard and must be installed separately).
Only 19 per cent of the questions dealt with conceptual questions regarding spatial
perception (thus supporting the instrumentation process). These are questions such as
I can’t make a scale and north arrow, why?
(It is not possible because the students are working in the system 34, a Danish
technical version. A discussion begins on different representation systems).
On the basis of classroom observations and registration of dialogue between the teacher and
the students, we found that the students’ work with the manual redirecting the students’
attention towards the computer interface, and hence the artefact as an object. The
discussions between the students and the instructor are mainly concerned with the
instrumentalization process, whereas the construction of GIS as a personal instrument
through the instrumentation process is vaguely supported. Furthermore, the interaction with
the manual draws attention away from the geographical issues that the students are supposed
to see ‘through’ the GIS. In this way, the style of teaching affects the learning strategy of the
students as they are urged to use the cookbook recipe strategy and as attention is constantly
shifted to the GIS instrument itself, instead of the content that can be seen through it. The
use of the manual thus seems to affect the students’ instrumental genesis in a partly
unconstructive way. In their learning strategy, type A students follow the orchestrated
teaching and are thereby left with a low chance of creating a strong personal instrument.
Type B and C students, on the other hand, have different strategies for dealing with the
teaching orchestration to develop their personal instrument: type B students stop during their
work with the manual and reflect on what they are doing in class while type C students play
with the GIS at home and create their personal instrument outside the teaching environment.
110 L. M. Madsen & C. Rump
Dow
nloa
ded
by [
Cop
enha
gen
Uni
vers
ity L
ibra
ry]
at 0
0:48
23
May
201
2
These last two types of learning strategies result in personal instruments for the student,
despite the teaching orchestration.
In the data, the following gender differences were found (Figure 4). Slightly more men
than women prioritize ‘doing the task’ (type A). More distinctly, a larger number of
women than men seek understanding (type B), whereas more men than women play with
the ArcGIS program (type C) to learn GIS. If we understand type C as a ‘mastering’
strategy or competence strategy in which the students have a somewhat independent
reaction to the teaching environment, we can see that the two types of students who oppose
the teaching orchestration (type B and C) fall into two categories with the female students
being more compliant within the given teaching environment and the male students being
more autonomous in their learning strategy. This is similar to results of gender differences
found within physics education (Hasse, 2002), in which male students are found to be
more prone towards ‘playing’ with the laboratory settings beyond the manual
prescriptions, whereas the female students stick more consciously to the manual.
Reflections on the use of GIS and the Professional Outlook of Geographers
In this section, we argue that the now widespread use of GIS in the education of future
geographers has created a need for reflection within the discipline. We recognize that the
map (paper or digital) plays a central role in spatial thinking and has and still have a major
Men
40%
25%
30%
5%A: Prioritize “doing the task”
B: Focus on understanding
C: Play with the GIS-programme
D: Combine it with other subjects
E: Question whether they have learned GIS
Women
33%
49%
7%
4%7% A: Prioritize “doing the task”
B: Focus on understanding
C: Play with the GIS-programme
D: Combine it with other subjects
E: Question whether they have learned GIS
Figure 4. Students’ learning strategies—men and women (N ¼ 47, three students have given twostrategies, both strategies are included).
Developing Spatial Thinking Skills 111
Dow
nloa
ded
by [
Cop
enha
gen
Uni
vers
ity L
ibra
ry]
at 0
0:48
23
May
201
2
influence on how we think, apply, act and define ourselves as geographers. Our claim is
that using GIS to learn to think spatially is a specific way of seeing the world that further
modifies and transforms the professional outlook of spatial thinking for both students and
teachers/researchers and, therefore, needs attention.
First, we need to define what we mean by professional outlook. Kuhn (1970) suggests
that knowledge of the rules of a discipline and of important exemplars provides a person
with an outlook and an ability to act within that discipline. On the basis of this,
Christiansen (2004, p. 19) defines professional outlook within a discipline as “a personal
way of seeing the phenomena and situations of relevance to the profession.” Hence,
professional outlooks are outlooks from a particular place or perhaps from within a certain
discourse of what it means to be an educated person within a particular profession.
Christiansen further describes student’s learning: “Understanding the fundamental rules of
a scientific discipline may provide [ . . . ] an optic or outlook through which hypothetical
situations may be envisioned by means of the rules of the discipline and the student’s
imagination” (Christiansen, 2004, p. 24). In this perspective, he further finds that the
purpose of higher education is a matter of providing the students with professional
outlooks in order for them to learn a process of discernment, and teaching becomes a
question of helping students to learn to see ‘through the eyes of the discipline’.
The professional outlook of a discipline is continuously contested, recreated and
developed, and in these processes new instruments such as GIS play important roles. As
we have shown in the analysis, students have different strategies for creating a personal
instrument of spatial thinking when they are learning GIS. We have also argued in the
paper that the use of instruments is not neutral and it influences the way things are
perceived and understood. However, to show empirically how GIS alter the way we as
geographers think spatially, and thereby transform and modify the professional outlook of
geographers, is not an easy task. However, by letting the students elaborate on how they
use GIS, some insights can be made. In the following quote, a student reflects on how she
learned a particular task within the GIS:
You have a road and must calculate the area that will be affected by noise in a zone
200 meters from the road. Then I think in concrete GIS: select residence and . . . then
these words and that way to do it, and the structure you have trained through the
laboratory classes . . . . The way you have learned to think is that you choose some
things and then they must be selected, overlaid or . . .make buffers. Buffer gives sense
because . . . if you just think buffer is the straight distance from a point, then it makes no
sense . . . you see that picture of a circle around a point for instance and then it makes
sense to a start and then you can use the theory to explain why it looks like it does.
This answer indicates that the interaction with the GIS influences the student’s knowledge
of spatial configuration. She thinks in terms of the functions within the GIS when she creates
spatial meaning. We interpret this as an indication of a change of the professional outlook
created when educating geographers using GIS. In this example, the GIS interact with
geography knowledge in the process of instrumental genesis and influence spatial thinking.
Yet, we need more longitudinal observational studies of the students’ interaction with GIS
to understand what it means for students to use GIS in a wider sense for their thinking and
understanding of geography and further, to inform our knowledge of how spatial thinking
and thereby the professional outlook of geographers is modified and transformed.
112 L. M. Madsen & C. Rump
Dow
nloa
ded
by [
Cop
enha
gen
Uni
vers
ity L
ibra
ry]
at 0
0:48
23
May
201
2
Conclusion
The professional outlook of a discipline—perceived as the ability to act within a
discipline—is continuously created, recreated and in these processes contested and
changed. In this development, instruments for doing the profession such as GIS in the field
of geography play an important role because they are not neutral agents. GIS are a physical
artefact that gradually becomes transparent and a personal instrument for the learner
through the process of instrumental genesis. With the personal instrument, the scholarly
knowledge (geography) and the knowledge of how to use the artefact (GIS) merges
together. The use of GIS in geography will inevitably change the way we as geographers
think spatially (in this paper illustrated by the student quote about solving a particular
task). As GIS have become more and more widespread in the education of geographers,
we, therefore, need to address not only the skills of students as spatial thinkers, but also the
learning processes leading students to become spatial thinkers.
In a small empirical study of how students learn GIS at the University of Copenhagen, we
have shown that the use of GIS is not neutral and it influences the way students perceive and
understand geographical issues. Also we have shown that students have different strategies
for creating their personal instrument for spatial thinking when they are learning GIS.
Importantly, it was further found that the chosen teaching orchestration with a cookbook-
like manual had different effects on the learning strategies of the students in their process of
creating personal instruments. Type A students follow the orchestrated teaching and are left
with a low chance of creating a strong personal instrument because they follow the
cookbook recipe quite meticulously, causing their attention to be constantly refocused to
the GIS instrument itself, instead of the result of the geographical analysis performed. Type
B and C students, on the other hand, have their own strategies for dealing with the teaching
orchestration to develop their personal instrument: type B students stop and reflect during
their work with the manual, and type C students play with GIS at home and create their
personal instrument outside the teaching environment. These last two types of learning
strategies can be interpreted as a case of the students creating their personal instruments and
becoming spatial thinkers despite the teaching orchestration.
The implications of these findings are threefold. First, in relation to education it is
important to support the students in their process of making GIS transparent and thereby a
personal instrument for spatial thinking. To understand these learning processes, we find
that the theory of instrumental genesis developed in the field of mathematical educational
research can be a valuable research framework. The theory has proven valuable for
understanding students’ use of calculators to solve mathematical problems and given rise to
discussions of teaching practice within the mathematical community. We find that the
theory could contribute equally to a research focus on the learning processes among students
when learning GIS and give valuable findings for our geographical teaching practice.
Second, from our small empirical study, it seems that the rather ‘traditional’ cookbook
manual used in this course is not the best way to support the learning processes of students
in their first meeting with GIS. Often it is argued in favour of the use of a cookbook manual
that students must have a basic knowledge of GIS before they can manage to do more
project-based work. However, our results show that some students actually learn without
the manual using other strategies to comprehend and develop their spatial thinking skills.
The students who follow the manual meticulously state that they are almost on autopilot in
the learning process and were surprised how little they could remember when we tested
Developing Spatial Thinking Skills 113
Dow
nloa
ded
by [
Cop
enha
gen
Uni
vers
ity L
ibra
ry]
at 0
0:48
23
May
201
2
them (Madsen & Holm, 2006). These results are further supported by another study in
which we interviewed the students later on in their study in another GIS course. Many
students regardless of their former learning strategy stated that their GIS skills were
relatively low entering the later course (Madsen et al., 2009). We found that the cookbook
style manual seems to focus the students’ attention to the GIS tool itself, leaving reflections
of the geography analysis untouched. Yet, one could argue that this is an introductory
course in which students first have to learn basic technical skills and, therefore, need to
focus on the GIS instrument; later on they can handle learning without a cookbook-like
manual. This kind of argument can be based on the distinction in the literature between
learning about GIS (deals with geographical data handling or geographical information
management) and learning with GIS (seeks geographic knowledge and geographic
intelligence) (Kemp & Goodchild, 1991; Rød et al., 2010). This distinction seems to imply
that students need to learn about GIS before they can learn with GIS (e.g. Andersland,
2011). Such arguments legitimate using a cookbook manual in introductory courses in GIS.
However, the theory of instrumental genesis tells us that this is not how learning occurs,
instead mastering a geographical analysis within the GIS is learnt when scholarly
knowledge and understanding of how to use the artefact merges together and the latter
becomes transparent for the learner. This is a truly complex issue and the results from our
small empirical study only give us a hint about the relations. Studies of learning processes
with other teaching orchestrations would be valuable. This might include manuals trying to
generate geographical thinking by asking students to solve problems by applying what they
have just learnt as they come to the end of each ‘recipe’, or using a combination of questions
and a suitable GIS reference book for introductory levels.
Third, on the basis of literature from philosophy of science and by giving an example of
how a student uses the terminology of GIS to support him/her in his/her spatial thinking
process, we argue how GIS gradually alter the professional outlook of being a geographer
and the way geographers think spatially. This constant creation and re-creation of the way
we interpret the spatial world linked to the instruments we use needs attention within the
discipline. We suggest that the theory of instrumental genesis can give us research ideas of
how to address this.
Acknowledgements
First, we thank all the first-year students at the Department of Geography and Geology, University of
Copenhagen, in the academic year 2005–2006 for their time and effort in trying to let us understand their learning
processes and perceptions of the world of GIS. We thank the team of teachers at the GIS and cartography course
for their enthusiasm and willingness to show and discuss their teaching practice with us. This work has been
possible through a university teaching development project financed by the Faculty of Science, University of
Copenhagen. The entire teaching development project is described in detail in Madsen and Holm (2006).
Furthermore, we wish to thank a number of referees for their valuable comments that improved the paper
significantly.
References
Albert, W. S. & Golledge, R. G. (1996) The use of spatial cognitive abilities in geographic information systems:
The map overlay operation, Transactions in GIS, 3(1), pp. 7–21.
Andersland, S. (2011) GIS I geografifaget pa ungdomstrinnet, fagdidaktiske perspektiver pa a lære om og med
GIS, Doktoravhandlinger ved NTNU, p. 12.
114 L. M. Madsen & C. Rump
Dow
nloa
ded
by [
Cop
enha
gen
Uni
vers
ity L
ibra
ry]
at 0
0:48
23
May
201
2
Bednarz, S. (2007) Mapping the way forward in an uncertain world: Spatial thinking and geography, in: S. Catling
& E. Taylor (Eds) Changing Geographies: Innovative Curricula (Proceedings of the London Conference)
pp. 13–26 (London: Herodot and International Geographical Union, Commission for Geographical
Education).
Biggs, J. & Tang, C. (2007) Teaching for Quality Learning at University, 3rd edn (New York: Open University
Press).
Braun, V. & Clarke, V. (2006) Using thematic analysis in psychology, Qualitative Research in Psychology, 3,
pp. 77–101.
Burrough, P. A. (1986) Principles of Geographical Information Systems for Land Resources Assessment (Oxford:
Clarendon Press).
Catling, S. & Taylor, E. (Eds) (2007) Changing Geographies: Innovative Curricula (London: Herodot and
International Geographical Union, Commission for Geographical Education).
Christiansen, F. V. (2004) Professional outlooks in Science and Engineering, Unpublished PhD-thesis, The
Technical University of Denmark.
Crang, M. (1998) Cultural Geography (London: Routledge).
Deadman, P., Hall, G. B., Elliot, E. & Dudycha, D. (2000) Interactive GIS instruction using a multimedia
classroom, Journal of Geography in Higher Education, 24(3), pp. 365–380.
Drennon, C. (2005) Teaching geographic information systems in a problem-based learning environment, Journal
of Geography in Higher Education, 29(3), pp. 385–402.
Goodchild, M. F. (1995) Geographic information systems and geographic research, in: J. Pickles (Ed.) Ground
Truth: The Social Implications of Geographic Information Systems (New York: Guilford Press).
Guin, D. & Trouche, L. (1999) The complex process of converting tools into mathematical instruments: The case
of calculators, International Journal of Computers for Mathematical Learning, 3(3), pp. 195–227.
Guin, D., Ruthven, K. & Trouche, L. (2005) The Didactical Challenge of Symbolic Calculators: Turning a
Computational Device into a Mathematical Instrument (Dordrecht: Springer Science).
Hall-Wallace, M. K. & McAuliffe, C. M. (2002) Design, implementation, and evaluation of GIS-based learning
materials in an introductory geosciences, Journal of Geoscience Education, 50(1), pp. 5–14.
Hasse, C. (2002) Kultur i bevægelse—fra deltagerobservatoin til kulturanalyse—i det fysiske rum [Culture on the
move—from participant observation to cultural analysis—in the physical space] (Frederiksberg:
Samfundslitteratur).
Heelan, P. A. (1972) Hermeneutics of experimental science in the context of the life-world, Philosophia
Matematica, 9(2), pp. 101–144.
Hoggart, K., Lees, L. & Davies, A. (2002) Researching Human Geography (New York: Oxford University Press).
Ihde, D. (1991) Instrumental Realism: The Interface between Philosophy of Science and Philosophy of
Technology (Bloomington, IN: Indiana University Press).
Kemp, K. K. & Goodchild, M. F. (1991) Developing a curriculum in geographic information systems: The
national center for geographic information and analysis core project, Journal of Geography in Higher
Education, 15(2), pp. 123–134.
Kemp, K., Goodchild, M. & Dodson, R. (1992) Teaching GIS in Geography, The Professional Geographer,
44(2), pp. 181–191.
Kuhn, T. S. (1970) The Structure of Scientific Revolutions, 2nd edn (Chicago, IL: University of Chicago Press).
Lee, J. & Bednarz, R. (2009) Effect of GIS learning on spatial thinking, Journal of Geography in Higher
Education, 33(2), pp. 183–198.
Lloyd, W. J. (2001) Integrating GIS into the undergraduate learning environment, Journal of Geography, 100(5),
pp. 158–163.
Lorenzen, P. (2010) Hvem er de nye studenter? Baggrund, interesse & uddannelsesstrategi—en
studiestartsundersøgelse pa Biologi og Geografi & Geoinformatik ved Det Naturvidenskabelige Fakultet,
Københavns Universitet, Unpublished masters thesis, Copenhagen University, Specialerapport, IND’s
Studenterserie nr. 15 January 2010. Available at http://www.ind.ku.dk/publikationer/studenterserien/
studenterserie15/ (accessed January 2010).
MacEachren, A. M. (2004) How Maps Work, Representation, Visualization, and Design (New York: Guilford
Press).
Madsen, L. M. & Holm, C. (2006) GIS og Kartografi—et kursus om mere end kort [GIS and cartography—a
course on more than maps] (Copenhagen: Department for Science Education, University of Copenhagen).
Developing Spatial Thinking Skills 115
Dow
nloa
ded
by [
Cop
enha
gen
Uni
vers
ity L
ibra
ry]
at 0
0:48
23
May
201
2
Madsen, L. M., Christiansen, F. V. & Rump, C. (2009) Development of personal desiderata while learning GIS,
in: A. Bisel & M. U. Garib (Eds) Proceedings of Frontiers in Science Education Research, Farmagusta,
Cyprus, 22–24 March, pp. 441–450 (Famagusta: Eastern Mediterranean University Press).
Marton, F. & Saljo, R. (1976a) On qualitative differences in learning I—outcomes and process, British Journal of
Educational Psychology, 46, pp. 4–11.
Marton, F. & Saljo, R. (1976b) On qualitative differences in learning II—outcome as a function of the learner’s
conception of the task, British Journal of Educational Psychology, 46, pp. 115–127.
Meitner, M. J., Gonzales, J., Gandy, R. & Maedel, J. (2005) Critical thinking, knowledge retention and strife:
Reflections on active-learning techniques. Paper presented at the ESRI Education Users Conference, San
Diego, CA, July.
Monaghan, J. (2005) Computer algebra, instrumentation and the anthropological approach. Paper presented at the
4th CAME Symposium. Available at http://www.lonklab.ac.uk/came/events/came4/ (accessed December
2006).
National Research Council (2006) Learning to Think Spatially: GIS as a Support System in the K-12 Curriculum
(Washington, DC: National Academies Press).
Pryke, M., Rose, G. & Whatmore, S. (Eds) (2003) Using Social Theory, Thinking Through Research (London:
Sage Publications).
Rød, J. K., Larsen, W. & Nilsen, E. (2010) Learning geography with GIS: integrating GIS into upper secondary
school geography curricular, Norwegian Journal of Geography, 64(1), pp. 21–35.
Sui, D. (1995) A pedagogic framework to link GIS to the intellectual core of Geography, The Journal of
Geography, 94(6), pp. 578–591.
Summerby-Murray, R. (2001) Analysing heritage landscapes with historical GIS: Contributions from
problem-based inquiry and constructivist pedagogy, Journal of Geography in Higher Education, 25(1), pp.
37–52.
Saljo, R. (2003) Læring i praksis—et sociokulturelt perspektiv [Learning in practice—a sociocultural perspective]
(Copenhagen: Hans Reitzels).
Trouche, L. (2004) Managing the complexity of human/machine interactions in computerized learning
environments: Guiding students’ command process through instrumental orchestrations, International
Journal of Computers for Mathematical Learning, 9(3), pp. 281–307.
Trouche, L. (2005) An instrumental approach to mathematics learning in symbolic calculator environments,
in: D. Guin, K. Ruthven & L. Trouche (Eds) The Didactical Challenges of Symbolic Calculators: Turning
a Computational Device into a Mathematical Instrument, pp. 137–162 (Dordrecht: Springer Science).
Verbeek, P. P. (2000) What Things Do, Philosophical Reflections on Technology, Agency and Design
(Amsterdam: The Pennsylvania State University Press).
Winsløw, C. (2005) Didaktiske Elementer—en indføring i naturfagenes og matematikkens didaktik [Didactic
elements—an introduction to the didactics of science and mathematics] (Copenhagen: Center for
Naturfagenes Didaktik, Københavns Universitet).
Zerger, A., Bishop, I. D., Escobar, F. & Hunter, G. J. (2002) A self-learning multimedia approach for enriching
GIS education, Journal of Geography in Higher Education, 26(1), pp. 67–80.
116 L. M. Madsen & C. Rump
Dow
nloa
ded
by [
Cop
enha
gen
Uni
vers
ity L
ibra
ry]
at 0
0:48
23
May
201
2
top related